{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集一共有 1247 条数据\n",
      "数据集有 11 列特征\n",
      "数据集有 4 列数值型特征和 7 列类别型特征\n",
      "数据集有 0 个缺失值\n",
      "'experience_level'列有4种唯一类别\n",
      "'employment_type'列有4种唯一类别\n",
      "'job_title'列有87种唯一类别\n",
      "'salary_currency'列有21种唯一类别\n",
      "'employee_residence'列有58种唯一类别\n",
      "'company_location'列有55种唯一类别\n",
      "'company_size'列有3种唯一类别\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "# 加载数据集\n",
    "data = pd.read_csv(\"salaries_cyber.csv\")\n",
    "# 1：数据规模\n",
    "print(f\"数据集一共有 {len(data)} 条数据\")\n",
    "# 2：数据集有多少列特征\n",
    "print(f\"数据集有 {len(data.columns)} 列特征\")\n",
    "# 3：数值型特征和类别型特征多少列\n",
    "num_columns = len(data.select_dtypes(include=['float64', 'int64']).columns)\n",
    "object_columns = len(data.select_dtypes(include=['object']).columns)\n",
    "print(f\"数据集有 {num_columns} 列数值型特征和 {object_columns} 列类别型特征\")\n",
    "# 4：缺失值\n",
    "missing_values = data.isnull().sum().sum()\n",
    "print(f\"数据集有 {missing_values} 个缺失值\")\n",
    "# 5：唯一类别\n",
    "for column in data.select_dtypes(include=['object']).columns:\n",
    "    unique_values = len(data[column].unique())\n",
    "    print(f\"'{column}'列有{unique_values}种唯一类别\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#1.老师推荐了Profile_report这个工具"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#绘制图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "wargs = dict(histtype='stepfilled',bins=100)\n",
    "# 绘制直方图\n",
    "plt.hist(data['salary_in_usd'], **wargs)\n",
    "plt.xlabel('Salary')\n",
    "plt.ylabel('Number')\n",
    "plt.title('salary_in_usd')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制箱型图\n",
    "data.boxplot(column='salary_in_usd', by='experience_level')\n",
    "plt.xlabel('Experience Level')\n",
    "plt.ylabel('Salary in USD')\n",
    "plt.title('Box plot of Salary in USD by Experience Level')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.boxplot(column='salary_in_usd', by='company_size')\n",
    "plt.xlabel('Company Size')\n",
    "plt.ylabel('Salary in USD')\n",
    "plt.title('Box plot of Salary in USD by Company Size')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 加载数据集\n",
    "df = pd.read_csv(\"salaries_cyber.csv\")\n",
    "\n",
    "# 统计频率\n",
    "exp_freq = df['experience_level'].value_counts()\n",
    "comp_freq = df['company_size'].value_counts()\n",
    "emp_freq = df['employment_type'].value_counts()\n",
    "\n",
    "# 绘制直方图\n",
    "fig, ax = plt.subplots(1, 3, figsize=(12, 4))\n",
    "\n",
    "ax[0].bar(exp_freq.index, exp_freq.values)\n",
    "ax[0].set_xticks(range(len(exp_freq)))\n",
    "ax[0].set_xticklabels(exp_freq.index, rotation=0)\n",
    "ax[0].set_xlabel('Experience Level')\n",
    "ax[0].set_ylabel('Frequency')\n",
    "\n",
    "ax[1].bar(comp_freq.index, comp_freq.values)\n",
    "ax[1].set_xticks(range(len(comp_freq)))\n",
    "ax[1].set_xticklabels(comp_freq.index, rotation=0)\n",
    "ax[1].set_xlabel('Company Size')\n",
    "ax[1].set_ylabel('Frequency')\n",
    "\n",
    "ax[2].bar(emp_freq.index, emp_freq.values)\n",
    "ax[2].set_xticks(range(len(emp_freq)))\n",
    "ax[2].set_xticklabels(emp_freq.index, rotation=0)\n",
    "ax[2].set_xlabel('Employment Type')\n",
    "ax[2].set_ylabel('Frequency')\n",
    "\n",
    "plt.suptitle('Frequency of Categorical Features')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "trian",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
